Create app.py
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app.py
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| 1 |
+
# app.py — Hugging Face Spaces (Gradio) for DDS Strategy → Social Generator
|
| 2 |
+
# Two-column UI, DDS logo, reduced dropdown (LinkedIn / X / Article)
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| 3 |
+
# Secrets: set OPENAI_API_KEY in Spaces -> Settings -> Secrets
|
| 4 |
+
|
| 5 |
+
import os
|
| 6 |
+
import re
|
| 7 |
+
from datetime import datetime
|
| 8 |
+
from pathlib import Path
|
| 9 |
+
|
| 10 |
+
import gradio as gr
|
| 11 |
+
from crewai import Agent, Task, Crew
|
| 12 |
+
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| 13 |
+
# --- Optional: ensure key exists (CrewAI will pick it up) ---
|
| 14 |
+
# If the key is missing, we still allow template-mode to work.
|
| 15 |
+
OPENAI_API_KEY = os.getenv("OPENAI_API_KEY", "")
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| 16 |
+
|
| 17 |
+
# --- DDS logo (raw GitHub URL conversion) ---
|
| 18 |
+
def to_raw_github(url: str) -> str:
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| 19 |
+
return url.replace("https://github.com/", "https://raw.githubusercontent.com/").replace("/blob/", "/")
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| 20 |
+
|
| 21 |
+
LOGO_URL = to_raw_github("https://github.com/Decoding-Data-Science/airesidency/blob/main/dds_logo.jpg")
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| 22 |
+
|
| 23 |
+
# ----------------------------
|
| 24 |
+
# Agents (same logic)
|
| 25 |
+
# ----------------------------
|
| 26 |
+
lead_market_analyst = Agent(
|
| 27 |
+
role="Lead Market Analyst",
|
| 28 |
+
goal="Deliver sharp, data-driven market insights for the brand/product.",
|
| 29 |
+
backstory=("Senior analyst skilled in competitor intelligence, audience segmentation, "
|
| 30 |
+
"channel dynamics, and market sizing. Outputs actionable insights."),
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| 31 |
+
allow_delegation=False,
|
| 32 |
+
verbose=True,
|
| 33 |
+
)
|
| 34 |
+
|
| 35 |
+
chief_marketing_strategist = Agent(
|
| 36 |
+
role="Chief Marketing Strategist",
|
| 37 |
+
goal="Turn research into a focused, measurable go-to-market strategy.",
|
| 38 |
+
backstory=("Veteran strategist who crafts positioning, messaging pillars, channel mix, "
|
| 39 |
+
"and KPI frameworks; coordinates the team."),
|
| 40 |
+
allow_delegation=False,
|
| 41 |
+
verbose=True,
|
| 42 |
+
)
|
| 43 |
+
|
| 44 |
+
creative_content_creator = Agent(
|
| 45 |
+
role="Creative Content Creator",
|
| 46 |
+
goal="Transform the strategy into compelling campaign concepts and a content calendar.",
|
| 47 |
+
backstory=("Concept-to-copy creative converting strategy into campaign ideas, ad copy, "
|
| 48 |
+
"social posts, and long-form content."),
|
| 49 |
+
allow_delegation=False,
|
| 50 |
+
verbose=True,
|
| 51 |
+
)
|
| 52 |
+
|
| 53 |
+
# Optional: focused social copywriter (used only if toggled)
|
| 54 |
+
social_copywriter = Agent(
|
| 55 |
+
role="Social Copywriter",
|
| 56 |
+
goal="Turn strategy into platform-appropriate copy with strong hooks and clear CTAs.",
|
| 57 |
+
backstory=("Skilled at LinkedIn thought-leadership, X brevity, and long-form posts that convert."),
|
| 58 |
+
allow_delegation=False,
|
| 59 |
+
verbose=False,
|
| 60 |
+
)
|
| 61 |
+
|
| 62 |
+
# ----------------------------
|
| 63 |
+
# Core crew (unchanged)
|
| 64 |
+
# ----------------------------
|
| 65 |
+
def run_marketing_crew(product_brand: str, target_audience: str, objective: str) -> str:
|
| 66 |
+
topic = f"{product_brand} | Audience: {target_audience} | Objective: {objective}"
|
| 67 |
+
|
| 68 |
+
market_analysis_task = Task(
|
| 69 |
+
description=(
|
| 70 |
+
f"Conduct a concise market analysis for: {topic}. "
|
| 71 |
+
"Cover: (1) ICP & segments, (2) JTBD/pain points & objections, "
|
| 72 |
+
"(3) competitive landscape & whitespace, (4) demand signals & seasonality, "
|
| 73 |
+
"(5) channel dynamics (search/social/email/partners/events), "
|
| 74 |
+
"(6) keyword themes & content gaps, (7) risks/assumptions."
|
| 75 |
+
),
|
| 76 |
+
expected_output=(
|
| 77 |
+
"A structured brief with bullet points for each section and a 5–8 point summary of "
|
| 78 |
+
"the most actionable insights."
|
| 79 |
+
),
|
| 80 |
+
agent=lead_market_analyst
|
| 81 |
+
)
|
| 82 |
+
|
| 83 |
+
strategy_task = Task(
|
| 84 |
+
description=(
|
| 85 |
+
f"Using the Market Analysis brief, craft a go-to-market strategy for: {topic}. "
|
| 86 |
+
"Include: positioning statement, value prop, 3–5 messaging pillars, "
|
| 87 |
+
"priority segments, channel mix with rationale, offer/CTA ideas, "
|
| 88 |
+
"90-day roadmap (phases & owners), KPI tree (primary/leading indicators), "
|
| 89 |
+
"and a lightweight budget allocation (% by channel)."
|
| 90 |
+
),
|
| 91 |
+
expected_output="A strategy document with the sections above plus a one-page executive summary.",
|
| 92 |
+
agent=chief_marketing_strategist,
|
| 93 |
+
context=[market_analysis_task]
|
| 94 |
+
)
|
| 95 |
+
|
| 96 |
+
creative_task = Task(
|
| 97 |
+
description=(
|
| 98 |
+
"Based on the Strategy, produce: (a) 3 campaign concepts (hook, angle, proof), "
|
| 99 |
+
"(b) ad copy variants (paid search & paid social), "
|
| 100 |
+
"(c) a 4-week content calendar (blog/LinkedIn/X/YouTube/Newsletter) with titles, "
|
| 101 |
+
"briefs, CTAs, intended KPIs, and (d) a landing-page wireframe outline "
|
| 102 |
+
"(hero, value blocks, social proof, FAQ)."
|
| 103 |
+
),
|
| 104 |
+
expected_output="Campaign concepts + copy, a tabular content calendar, and a structured LP outline.",
|
| 105 |
+
agent=creative_content_creator,
|
| 106 |
+
context=[strategy_task]
|
| 107 |
+
)
|
| 108 |
+
|
| 109 |
+
crew = Crew(
|
| 110 |
+
agents=[lead_market_analyst, chief_marketing_strategist, creative_content_creator],
|
| 111 |
+
tasks=[market_analysis_task, strategy_task, creative_task],
|
| 112 |
+
verbose=True
|
| 113 |
+
)
|
| 114 |
+
return crew.kickoff() # full text output
|
| 115 |
+
|
| 116 |
+
# ----------------------------
|
| 117 |
+
# Helpers
|
| 118 |
+
# ----------------------------
|
| 119 |
+
def _first_n_points(text: str, n: int = 5):
|
| 120 |
+
lines = [l.strip() for l in text.splitlines() if l.strip()]
|
| 121 |
+
bullets = []
|
| 122 |
+
for l in lines:
|
| 123 |
+
if l.startswith(("-", "*", "•")) or re.match(r"^\d+[\.\)]", l) or len(l) > 50:
|
| 124 |
+
bullets.append(l.lstrip("-*• ").strip())
|
| 125 |
+
if len(bullets) >= n:
|
| 126 |
+
break
|
| 127 |
+
if not bullets:
|
| 128 |
+
parts = [p.strip() for p in text.split("\n\n") if p.strip()]
|
| 129 |
+
bullets = parts[:n]
|
| 130 |
+
return bullets[:n]
|
| 131 |
+
|
| 132 |
+
def _hashtags(csv_tags: str) -> str:
|
| 133 |
+
tags = [t.strip().replace("#", "") for t in (csv_tags or "").split(",") if t.strip()]
|
| 134 |
+
return "" if not tags else " " + " ".join(f"#{t}" for t in tags)
|
| 135 |
+
|
| 136 |
+
def _truncate_chars(s: str, max_chars: int) -> str:
|
| 137 |
+
return s if len(s) <= max_chars else s[:max_chars - 1] + "…"
|
| 138 |
+
|
| 139 |
+
# ----------------------------
|
| 140 |
+
# Templates (no extra LLM call)
|
| 141 |
+
# ----------------------------
|
| 142 |
+
def tpl_linkedin(strategy, brand, audience, objective, hashtags, max_words=180):
|
| 143 |
+
hook = f"{brand}: a sharper path to {objective} for {audience}."
|
| 144 |
+
pts = "\n".join([f"- {p}" for p in _first_n_points(strategy, 5)])
|
| 145 |
+
body = f"""**{hook}**
|
| 146 |
+
|
| 147 |
+
**Key insights**
|
| 148 |
+
{pts}
|
| 149 |
+
|
| 150 |
+
**Next 90 days**
|
| 151 |
+
- Prove the positioning with fast tests
|
| 152 |
+
- Double down on channels with strongest signals
|
| 153 |
+
- Track leading KPIs weekly
|
| 154 |
+
|
| 155 |
+
CTA: Comment “PLAYBOOK” if you want the GTM outline.{_hashtags(hashtags)}
|
| 156 |
+
"""
|
| 157 |
+
words = body.split()
|
| 158 |
+
return (" ".join(words[:max_words]) + "…") if len(words) > max_words else body
|
| 159 |
+
|
| 160 |
+
def tpl_tweet(strategy, brand, audience, objective, hashtags, max_chars=270):
|
| 161 |
+
points = _first_n_points(strategy, 3)
|
| 162 |
+
msg = f"{brand} → {objective} for {audience}: " + " | ".join(_truncate_chars(p, 80) for p in points)
|
| 163 |
+
return _truncate_chars(msg + _hashtags(hashtags), max_chars)
|
| 164 |
+
|
| 165 |
+
def tpl_article(strategy, brand, audience, objective, hashtags, max_words=800):
|
| 166 |
+
intro = (f"{brand} is targeting {audience} to achieve {objective}. "
|
| 167 |
+
"Here’s the distilled market analysis, GTM strategy, and a 90-day plan.")
|
| 168 |
+
text = f"""# {brand}: GTM Playbook for {audience}
|
| 169 |
+
|
| 170 |
+
## Why this matters
|
| 171 |
+
{intro}
|
| 172 |
+
|
| 173 |
+
## Strategy in brief
|
| 174 |
+
- Positioning & messaging pillars
|
| 175 |
+
- Priority segments & channel mix
|
| 176 |
+
- Offers/CTAs, KPI tree
|
| 177 |
+
- 90-day roadmap & budget split
|
| 178 |
+
|
| 179 |
+
## Research & Strategy Notes
|
| 180 |
+
{strategy}
|
| 181 |
+
|
| 182 |
+
## What to do next
|
| 183 |
+
1) Validate 1–2 offers with tight ICP cohorts
|
| 184 |
+
2) Launch a 2-channel test with weekly KPI reviews
|
| 185 |
+
3) Scale what converts, archive what doesn’t
|
| 186 |
+
|
| 187 |
+
*Updated: {datetime.utcnow().strftime("%Y-%m-%d")}*{_hashtags(hashtags)}
|
| 188 |
+
"""
|
| 189 |
+
words = text.split()
|
| 190 |
+
return (" ".join(words[:max_words]) + "…") if len(words) > max_words else text
|
| 191 |
+
|
| 192 |
+
# ----------------------------
|
| 193 |
+
# Optional LLM copywriter (reuses Social Copywriter agent)
|
| 194 |
+
# ----------------------------
|
| 195 |
+
def llm_copywriter(strategy_text, brand, audience, objective, tone, platform,
|
| 196 |
+
hashtags, li_words, tweet_chars, article_words):
|
| 197 |
+
limits = {
|
| 198 |
+
"LinkedIn": f"≈ {li_words} words",
|
| 199 |
+
"X (Twitter)": f"≤ {tweet_chars} chars",
|
| 200 |
+
"Article": f"≈ {article_words} words",
|
| 201 |
+
}
|
| 202 |
+
req = f"""Create a {platform} post from the GTM strategy.
|
| 203 |
+
|
| 204 |
+
Brand: {brand}
|
| 205 |
+
Audience: {audience}
|
| 206 |
+
Objective: {objective}
|
| 207 |
+
Tone: {tone}
|
| 208 |
+
Hashtags: {hashtags or '(none)'}
|
| 209 |
+
Length limit: {limits.get(platform, 'keep concise')}
|
| 210 |
+
|
| 211 |
+
Requirements:
|
| 212 |
+
- Strong first-line hook
|
| 213 |
+
- 1–3 concrete insights from the strategy (no clichés)
|
| 214 |
+
- Clear CTA
|
| 215 |
+
- Respect platform style and length
|
| 216 |
+
|
| 217 |
+
--- STRATEGY ---
|
| 218 |
+
{strategy_text}
|
| 219 |
+
"""
|
| 220 |
+
task = Task(description=req, expected_output=f"{platform} copy ready to publish.", agent=social_copywriter)
|
| 221 |
+
crew = Crew(agents=[social_copywriter], tasks=[task], verbose=False)
|
| 222 |
+
return crew.kickoff()
|
| 223 |
+
|
| 224 |
+
# ----------------------------
|
| 225 |
+
# Generation wrapper
|
| 226 |
+
# ----------------------------
|
| 227 |
+
PLATFORMS = ["LinkedIn", "X (Twitter)", "Article"] # Reduced for better UX
|
| 228 |
+
|
| 229 |
+
def generate(product_brand, target_audience, objective,
|
| 230 |
+
platform, tone, hashtags, use_llm,
|
| 231 |
+
li_max_words, tweet_max_chars, article_max_words):
|
| 232 |
+
|
| 233 |
+
if not product_brand or not target_audience or not objective:
|
| 234 |
+
return "Please fill Brand, Audience, and Objective.", "", None
|
| 235 |
+
|
| 236 |
+
# 1) Run the main Crew once
|
| 237 |
+
strategy = run_marketing_crew(product_brand, target_audience, objective)
|
| 238 |
+
|
| 239 |
+
# 2) Copy creation
|
| 240 |
+
if use_llm and OPENAI_API_KEY:
|
| 241 |
+
social = llm_copywriter(strategy, product_brand, target_audience, objective,
|
| 242 |
+
tone, platform, hashtags,
|
| 243 |
+
li_max_words, tweet_max_chars, article_max_words)
|
| 244 |
+
else:
|
| 245 |
+
if platform == "LinkedIn":
|
| 246 |
+
social = tpl_linkedin(strategy, product_brand, target_audience, objective, hashtags, li_max_words)
|
| 247 |
+
fname = f"linkedin_{re.sub(r'\\W+','_',product_brand.lower())}.md"
|
| 248 |
+
elif platform == "X (Twitter)":
|
| 249 |
+
social = tpl_tweet(strategy, product_brand, target_audience, objective, hashtags, tweet_max_chars)
|
| 250 |
+
fname = f"tweet_{re.sub(r'\\W+','_',product_brand.lower())}.txt"
|
| 251 |
+
else: # Article
|
| 252 |
+
social = tpl_article(strategy, product_brand, target_audience, objective, hashtags, article_max_words)
|
| 253 |
+
fname = f"article_{re.sub(r'\\W+','_',product_brand.lower())}.md"
|
| 254 |
+
|
| 255 |
+
out_path = Path(fname).resolve()
|
| 256 |
+
out_path.write_text(social, encoding="utf-8")
|
| 257 |
+
return strategy, social, str(out_path)
|
| 258 |
+
|
| 259 |
+
# Save LLM result
|
| 260 |
+
name_map = {"LinkedIn": "linkedin", "X (Twitter)": "tweet", "Article": "article"}
|
| 261 |
+
fname = f"{name_map.get(platform,'post')}_{re.sub(r'\\W+','_',product_brand.lower())}.md"
|
| 262 |
+
out_path = Path(fname).resolve()
|
| 263 |
+
out_path.write_text(social, encoding="utf-8")
|
| 264 |
+
return strategy, social, str(out_path)
|
| 265 |
+
|
| 266 |
+
# ----------------------------
|
| 267 |
+
# Theming & Layout (two columns + header)
|
| 268 |
+
# ----------------------------
|
| 269 |
+
theme = gr.themes.Soft(primary_hue="indigo", neutral_hue="slate")
|
| 270 |
+
CUSTOM_CSS = """
|
| 271 |
+
#header {display:flex; align-items:center; gap:16px; padding:10px 14px; border-radius:12px;
|
| 272 |
+
background: linear-gradient(90deg, #eef2ff, #f8fafc); border:1px solid #e5e7eb; margin-bottom:8px;}
|
| 273 |
+
#header img {width:44px; height:44px; object-fit:contain; border-radius:8px;}
|
| 274 |
+
#header .title {font-weight:700; font-size:18px; color:#111827;}
|
| 275 |
+
#header .subtitle {font-size:13px; color:#6b7280;}
|
| 276 |
+
.card {border:1px solid #e5e7eb; border-radius:12px; padding:12px; background:#ffffff;}
|
| 277 |
+
"""
|
| 278 |
+
|
| 279 |
+
with gr.Blocks(title="DDS Marketing Crew → Social Content", theme=theme, css=CUSTOM_CSS) as demo:
|
| 280 |
+
with gr.Row():
|
| 281 |
+
with gr.Column(scale=12):
|
| 282 |
+
with gr.Row(elem_id="header"):
|
| 283 |
+
gr.Image(value=LOGO_URL, show_label=False, interactive=False, height=48, width=48)
|
| 284 |
+
gr.HTML("""
|
| 285 |
+
<div>
|
| 286 |
+
<div class="title">Decoding Data Science — Strategy → Social Generator</div>
|
| 287 |
+
<div class="subtitle">Run Analyst → Strategist → Creator, then produce LinkedIn / X / Article.</div>
|
| 288 |
+
</div>
|
| 289 |
+
""")
|
| 290 |
+
|
| 291 |
+
with gr.Row():
|
| 292 |
+
# Left: Inputs
|
| 293 |
+
with gr.Column(scale=5):
|
| 294 |
+
with gr.Group(elem_classes="card"):
|
| 295 |
+
brand = gr.Textbox(label="Product/Brand", placeholder="e.g., DDS AI Residency", autofocus=True)
|
| 296 |
+
audience = gr.Textbox(label="Target Audience", placeholder="e.g., Data science beginners in MENA")
|
| 297 |
+
objective = gr.Textbox(label="Objective", placeholder="e.g., Drive applications for Cohort 8")
|
| 298 |
+
|
| 299 |
+
with gr.Group(elem_classes="card"):
|
| 300 |
+
platform = gr.Dropdown(choices=PLATFORMS, value="LinkedIn", label="Platform")
|
| 301 |
+
tone = gr.Dropdown(choices=["Professional", "Friendly", "Bold", "Educational", "Conversational"],
|
| 302 |
+
value="Professional", label="Tone")
|
| 303 |
+
hashtags = gr.Textbox(label="Hashtags (comma separated)", placeholder="ai, generativeai, datascience")
|
| 304 |
+
use_llm = gr.Checkbox(value=False, label="Use LLM Copywriter (requires OPENAI_API_KEY)")
|
| 305 |
+
|
| 306 |
+
with gr.Group(elem_classes="card"):
|
| 307 |
+
li_max_words = gr.Slider(100, 350, value=180, step=10, label="LinkedIn max words")
|
| 308 |
+
tweet_max_chars = gr.Slider(120, 280, value=270, step=5, label="X/Tweet max chars")
|
| 309 |
+
article_max_words = gr.Slider(400, 1200, value=800, step=50, label="Article max words")
|
| 310 |
+
|
| 311 |
+
run_btn = gr.Button("Generate Strategy → Post", variant="primary")
|
| 312 |
+
|
| 313 |
+
# Right: Outputs
|
| 314 |
+
with gr.Column(scale=7):
|
| 315 |
+
with gr.Accordion("Strategy Output (from Crew)", open=True):
|
| 316 |
+
strategy_md = gr.Markdown(value="*(Will appear here after generation)*")
|
| 317 |
+
|
| 318 |
+
with gr.Group(elem_classes="card"):
|
| 319 |
+
gr.Markdown("**Platform Copy** (editable; use the copy icon)")
|
| 320 |
+
social_tb = gr.Textbox(lines=18, show_copy_button=True, label=None)
|
| 321 |
+
|
| 322 |
+
download_file = gr.File(label="Download", interactive=False)
|
| 323 |
+
|
| 324 |
+
run_btn.click(
|
| 325 |
+
fn=generate,
|
| 326 |
+
inputs=[brand, audience, objective, platform, tone, hashtags, use_llm,
|
| 327 |
+
li_max_words, tweet_max_chars, article_max_words],
|
| 328 |
+
outputs=[strategy_md, social_tb, download_file]
|
| 329 |
+
)
|
| 330 |
+
|
| 331 |
+
# HF Spaces will start Gradio automatically; leaving default launch is fine.
|
| 332 |
+
if __name__ == "__main__":
|
| 333 |
+
demo.launch()
|